5 — Probes (Liveness, Readiness, Startup)

Kubernetes

A book-shaped table of contents for Kubernetes: cloud-native foundations, the CKAD/CKA/CKS certification tracks, control-plane internals, platform tooling, multi-cluster architecture, and MAANG-level system design and interview prep — cross-linking the existing Prometheus, Observability, and Platform Engineering chapters instead of duplicating them.

9 — Application Health Patterns

Conflating liveness (should this be restarted) with readiness (should this receive traffic) causes cascading restarts when a pod is merely overloaded and slow rather than actually broken.

1 — ConfigMaps

ConfigMaps mounted as volumes update live on the filesystem when the source changes, but env vars sourced from a ConfigMap are frozen at container start until the pod restarts.

3 — Downward API

The Downward API lets a container read its own pod's metadata — labels, annotations, resource limits, IP — as env vars or files, avoiding an API server round trip and the RBAC permissions that would require.

4 — Environment Variables

Env vars are resolved once when the container process starts, so a downstream ConfigMap or Secret edit has no effect until the pod is recreated — unlike a mounted volume, which the kubelet syncs live.